Evolutionary Algorithms

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Period ending 2026-09-21

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  1. Self-Evolving Agents with Anytime-Valid Certificates

    Jul 1, 2026Biswa SenguptaSelf-Evolving AgentsModifications

  2. From Consistency to Collaborative Discovery: MFEA-CoD for Multitask Novelty Search

    Jul 1, 2026Jiao Liu, Yanchi Li, Hua Yu +2Evolutionary SearchMulti-Agent Evolution

  3. M2Note: Continual Evolution of Vision Language Models via Mistake Notebook Learning

    Jul 1, 2026Haiwen Li, Jing Tang, Rui Chen +2Multimodal Reasoning BenchmarksEvolution

  4. Multi-scale Mixture of World Models for Embodied Agents in Evolving Environments

    Jul 1, 2026Jinwoo Jang, Daniel J. Rho, Sihyung Yoon +2Embodied AgentsWorld Models

  5. EVOTS: Evolutionary Transformer Search for Time Series Forecasting

    Jun 30, 2026AbdElRahman ElSaid, Damir PulatovMultivariate Time Series ForecastingEvolutionary Search

  6. Evaluation of Population Initialization Methods for Genetic Programming-based Symbolic Regression

    Jun 30, 2026Lukas Kammerer, Gabriel Kronberger, Deaglan J. Bartlett +3Symbolic RegressionGenetic Algorithms

  7. RAISE: LLM-based Automated Heuristic Design with Robust Adversary Instance Search

    Jun 30, 2026Fei Liu, Alessio Figalli, Patrick Owen +1HeuristicsEvolutionary Search

  8. Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision

    Jun 30, 2026Xianda Zheng, Huan Gao, Meng-Fen Chiang +3Large Language Model ReasoningStep-Level Supervision

  9. A Self-Evolving Agentic System for Automated Generation and Execution of Biological Protocols

    Jun 30, 2026Yankai Jiang, Weiting Tang, Haoran Sun +11AutomatedSelf-Evolving Agents

  10. DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation

    Jun 30, 2026Siyu Yan, Yizhen Gao, Yilin Wang +2Text-To-ImageTraining Data

  11. Learning from Failure: Inference-Time Self-Improvement for Computer-Use Agents

    Jun 30, 2026Xueqiao Sun, Xiaohan Wang, Ludwig Schmidt +2Recursive Self-ImprovementSelf-Evolving Agents

  12. Self-Evolving World Models for LLM Agent Planning

    Jun 29, 2026Xuan Zhang, Wenxuan Zhang, See-Kiong Ng +1Large Language Model PlanningWorld Models

  13. Why can genetic algorithms work in high-dimensional search spaces?

    Jun 29, 2026Stephen WhitelamGenetic AlgorithmsGradient Descent

  14. From Detecting Agency to Doing Work: Self-Caused Credit Builds a Durable Behavioral Self in a Minimal Spiking Agent

    Jun 29, 2026Haoliang HanCredit ScoringSelf-Evolving Agents

  15. Dynamo: Dynamic Skill-Tool Evolution for Vision-Language Agents

    Jun 29, 2026Yutao Sun, Yanting Miao, Hao-Xuan Ma +8Large Vision Language ModelsDynawm

  16. Semantics-Aware Bilevel Co-Evolution: Towards Automated Multicomponent Algorithm Design

    Jun 29, 2026Zhiyao Zhang, Shenghao Wu, Xingyu Wu +1Evolutionary SearchMulti-Agent Evolution

  17. SAGA: Scene-Aware, Goal-Evolving Agents for Long-Horizon Strategy Game Planning

    Jun 29, 2026Tianyu Jin, Shuo Chen, Yida Wang +6Long-Horizon AgentsSelf-Evolving Agents

  18. Unveiling Novelty Evolution in the field of Library and Information Science in China

    Jun 29, 2026Chen Yang, Yuzhuo Wang, Chengzhi ZhangAuthorshipEvolution

  19. Evolutionary Hyperparameter Optimization to Find Lightweight CNN Models for Autonomous Steering

    Jun 29, 2026Devson Butani, Ryan Kaddis, Chan-Jin ChungAutonomous DrivingConvolutional Neural Networks

  20. Hybrid Retriever Evolution for Multimodal Document Reasoning Agents

    Jun 28, 2026Bohan Yao, Shruthan Radhakrishna, Vikas YadavMultimodal DocumentsMulti-Agent Reasoning

  21. AI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-Evolution

    Jun 28, 2026Yuqi Li, Siyuan Liu, Bingjun LiuMarketSelf-Evolving Agents

  22. Knowing in Advance When an Evolutionary Outer Loop Will Not Help: A Pre-Registered Cheap-Baseline Screening Rule

    Jun 28, 2026Ramchand KumaresanScreeningEarly Stopping

  23. Evolution Fine-Tuning: Learning to Discover Across 371 Optimization Tasks

    Jun 27, 2026Young-Jun Lee, Seungone Kim, Minki Kang +5Evolutionary SearchEvolution

  24. MedEvoEval: Evaluating Continual Evolution of Doctor Agents through Simulated Clinical Episodes

    Jun 27, 2026Hui ZhangSimulated PatientsUnified Evaluation

  25. Analysis of Parameter Settings for the Bat Algorithm Using Variance Evolution

    Jun 26, 2026Xin-She Yang, Mehmet KaramanogluEvolutionary SearchBandits

  26. Agentic Hardware Design as Repository-Level Code Evolution

    Jun 26, 2026Cunxi Yu, Chenhui Deng, Nathaniel Pinckney +1Self-Evolving AgentsRepository-Level Code Understanding

  27. When Multi-Robot Systems Meet Agentic AI:Towards Embodied Collective Intelligence

    Jun 26, 2026Yuxuan Yan, Yuanyuan Jia, Qianqian YangMulti-Robot SystemsEmbodied Agents

  28. Compositionality and the lexicon in evolutionary semantics

    Jun 25, 2026Fausto CarcassiCompositionalitySyntactic Structure

  29. Parametric Open Source Games

    Jun 25, 2026Aleksandar Todorov, Jesse ten Napel, Alexander MüllerGame TheoryNash Equilibrium

  30. AgentX: Towards Agent-Driven Self-Iteration of Industrial Recommender Systems

    Jun 25, 2026Changxin Lao, Fei Pan, Guozhuang Ma +59Self-EvolutionMulti-Agent Systems

  31. On the Necessity of a Liquid Substrate for Mesh Intelligence

    Jun 25, 2026Hongwei XuNetworked SystemsStrategic Agents

  32. EvoOptiGraph: Weakness-Driven Coevolution via Graph-Based Structural Generation for Optimization Modeling

    Jun 25, 2026Qingcan Kang, Mingyang Liu, Xiaojin Fu +3Llm-Based Optimization ModelingCo-Evolution

  33. Perception, Verdict, and Evolution: Hindsight-Driven Self-Refining Forensics Agent for AI-Generated Image Detection

    Jun 25, 2026Yangjun Wu, Keyu Yan, Yu Liu +5Ai-Generated Image DetectionDeepfake Detection

  34. EVOM: Agentic Meta-Evolution of Actor-Critic Architectures for Reinforcement Learning

    Jun 24, 2026Boyun Zhang, Chao Wang, Kai WuSoft Actor-CriticSelf-Evolving Agents

  35. The Red Queen Gödel Machine: Co-Evolving Agents and Their Evaluators

    Jun 24, 2026Alex Iacob, Andrej Jovanović, William F. Shen +10Self-Evolving AgentsCounter Turing Test

  36. Bridging Spherical Black-Box Optimizers

    Jun 24, 2026Johannes Ackermann, Stefano PeluchettiBlack-Box OptimizationEvolutionary Search

  37. AlgoEvolve: LLM-driven Meta-evolution of Algorithmic Trading Programs

    Jun 24, 2026Dhruv Sharma, Gautam ShroffMock-Interface SynthesisAlphaevolve

  38. Agentic evolution of physically constrained foundation models

    Jun 24, 2026Jiangwei Zhang, Wen Sun, Chong Wang +7Wireless Foundation ModelsCo-Design

  39. EvoFlock: evolved inverse design of multi-agent motion

    Jun 24, 2026Craig ReynoldsSwarmsMulti-Agent Evolution

  40. Large-Language-Model Discovery of Quantum LDPC Codes through Structured Concept Evolution

    Jun 23, 2026Zidu Liu, Florian MarquardtQuantum Error CorrectionSource-Channel Coding

  41. Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

    Jun 23, 2026Shiding Zhu, Yudi Qi, Yajie Wang +6Self-Evolving AgentsExperience

  42. The Evaluation Cost of Task Specialization in Evolutionary Multi-Robot Systems

    Jun 23, 2026Paolo Leopardi, Heiko Hamann, Jonas Kuckling +1Multi-Robot SystemsMulti-Agent Evolution

  43. Autonomous Video Generation with Counterfactual Controllability for Self-Evolving World Models

    Jun 23, 2026Xin Wang, Wenxuan Liu, Tongtong Feng +1Controllable Video GenerationControllability

  44. Metis: Bridging Text and Code Memory for Self-Evolving Agents

    Jun 23, 2026Zijie Dai, Siuhin He, Hui Li +9Self-Evolving AgentsAgent Memory

  45. VeriEvol: Scaling Multimodal Mathematical Reasoning via Verifiable Evol-Instruct

    Jun 22, 2026Haoling Li, Kai Zheng, Jie Wu +4Mathematical ReasoningVisual Reasoning

  46. Digital Humanism and Evolutionary Design

    Jun 22, 2026Wolfgang HöhlSoftware EngineeringEvolution

  47. Decomposing Financial Market Dynamics via Mechanism Analysis in an Evolutionary Multi-Agent Simulation

    Jun 22, 2026Zhibao ChenMatching MarketsMulti-Agent Simulations

  48. MambaADv2: Evolving Duality-enhanced State Space Model for Unsupervised Anomaly Detection

    Jun 22, 2026Xiaobin Hu, Haoyang He, Bo Yin +5Reconstruction-Based Anomaly DetectionAnomaly Detection

  49. Self-Evolution for Multi-Turn Tool-Calling Agents via Divergence-Point Preference Learning

    Jun 22, 2026Jiaqiang TangMulti-Turn Tool-Use AgentSelf-Evolving Agents

  50. EvoRubrics: Dynamic Rubrics as Rewards via Adversarial Co-Evolution for LLM Reinforcement Learning

    Jun 22, 2026Hongxin Ding, Baixiang Huang, Yue Fang +6Rubric-Based Reinforcement LearningRubrics

  51. Evo-RAD: Navigating Rare Retinal Disease Diagnosis via Self-Evolving Agentic Retrieval

    Jun 22, 2026Wangding Xia, Ye Du, Jiashi Lin +3Rare DiseaseRetinal Imaging

  52. Evolutionary Optimization Reveals Structural Constraints on Reservoir Architecture for Spatiotemporal Chaos

    Jun 22, 2026Nima DehghaniReservoir ComputingChaos

  53. Data Evolution by Wittgenstein's Rule Following

    Jun 21, 2026Aydin Ghojogh, Benyamin GhojoghEvolution

  54. Following the Flow: Advection-Consistent Modeling for Event-based Small Object Detection

    Jun 21, 2026Wen Guo, Fulong Cai, Wuzhou QuanFeature Pyramid NetworksAdvection-Reaction-Diffusion

  55. From Handcrafted Features to Functional Edge Learning: Evolution of EEG Seizure Detection Frameworks

    Jun 20, 2026Sepideh Kheirollahi, Mohammad Rasoul RoshanshahInterictal Epileptiform DischargesDeep Learning

  56. Meta-Reinforcement Learning via Evolution for Multi-Objective Combinatorial Supply Chain Optimisation

    Jun 20, 2026Rifny Rachman, Bahrul Ilmi Nasution, Josh Tingey +3Constrained Reinforcement LearningMulti-Objective Optimization

  57. Gradient-Descent Steps to Success over Mean Accuracy: A Paradigm Shift for ML

    Jun 20, 2026Riccardo Poli, Ahmet YilmazHyperparameter OptimizationGradient Descent

  58. Evolutional Math: Cross-Validated Island-Model Genetic Programming for Interpretable Symbolic Regression on Small, Wide Datasets

    Jun 20, 2026Artem AndrianovSymbolic RegressionGenetic Algorithms

  59. SurGE: Surrogate Gradient-guided Evolution for Co-design of Legged Robots with Parallel Elasticity

    Jun 20, 2026Yulun Zhuang, Yue Qin, Justin Lu +4Co-DesignLegged Robots

  60. EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory

    Jun 19, 2026Chang Nie, Chaoyou Fu, Junlan Feng +1Efficient Long-Context InferenceMemory-Augmented Large Language Models